{"id":"W4401816742","doi":"10.1016/j.ijis.2024.08.002","title":"The role of multidisciplinary collaborations in publishing innovation","year":2024,"lang":"en","type":"article","venue":"International Journal of Innovation Studies","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Erasmus+; Portland State University","keywords":"Multidisciplinary approach; Publishing; Engineering ethics; Library science; Business; Political science; Sociology; Computer science; Engineering; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.02112087,0.0003523212,0.0005901566,0.004484142,0.01152865,0.01406205,0.001527891,0.001961572,0.002721396],"category_scores_gemma":[0.05107337,0.0004870814,0.0006444139,0.003565088,0.006147134,0.009121788,0.01712805,0.00184309,0.0004136164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002228343,"about_ca_system_score_gemma":0.006031012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008194896,"about_ca_topic_score_gemma":0.001459278,"domain_scores_codex":[0.9557096,0.03117971,0.00253381,0.00242775,0.005908976,0.002240266],"domain_scores_gemma":[0.8877946,0.07672345,0.01438654,0.005449547,0.005234676,0.01041122],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002001025,0.0004545169,0.09710546,0.001185057,0.000155736,0.003425546,0.668054,0.0008223411,0.002963041,0.03276595,0.001620529,0.1912478],"study_design_scores_gemma":[0.00009173499,0.0006009009,0.0836726,0.00129063,0.0001483274,0.006108106,0.777134,0.001827753,0.001878019,0.04726598,0.07981014,0.0001718444],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9416419,0.003685219,0.01208506,0.00251378,0.0001709838,0.0001195378,0.00002269858,0.00007267344,0.03968818],"genre_scores_gemma":[0.9952722,0.0005723718,0.002986608,0.0001289889,0.0000450948,0.00004941456,0.00001098866,0.00001164343,0.0009227222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9955159,"threshold_uncertainty_score":0.1116992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08008988254705987,"score_gpt":0.4149581840583246,"score_spread":0.3348683015112648,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}